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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1111505</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of anthropogenic sounds (pile driving, drilling and vessels) on the development of model species involved in marine biofouling</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Cervello</surname>
<given-names>Gauthier</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1985456"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Olivier</surname>
<given-names>Fr&#xe9;d&#xe9;ric</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2098574"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chauvaud</surname>
<given-names>Laurent</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/744094"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Winkler</surname>
<given-names>Gesche</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1005326"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mathias</surname>
<given-names>Delphine</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2102042"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Juanes</surname>
<given-names>Francis</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/598815"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tremblay</surname>
<given-names>R&#xe9;jean</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/942080"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institut des Sciences de la Mer, Universit&#xe9; du Qu&#xe9;bec &#xe0; Rimouski</institution>, <addr-line>Rimouski, QC</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>BOREA, UMR-MNHN, CNRS, UPMC, IRD, UCN, UA, Mus&#xe9;um National d&#x2019;Histoire Naturelle</institution>, <addr-line>Paris</addr-line>, <country>France</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>CNRS, LEMAR, UMR 6539, Institut Universitaire Europ&#xe9;en de la Mer</institution>, <addr-line>Plouzan&#xe9;</addr-line>, <country>France</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>TBM environnement et SOMME</institution>, <addr-line>Plouzan&#xe9;</addr-line>, <country>France</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Biology, University of Victoria</institution>, <addr-line>Victoria, BC</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Marta Sol&#xe9;, BarcelonaTech (UPC), Spain</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Satheesh Sathianeson, King Abdulaziz University, Saudi Arabia; Jenni Stanley, University of Waikato, New Zealand</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: R&#xe9;jean Tremblay, <email xlink:href="mailto:Rejean_Tremblay@uqar.ca">Rejean_Tremblay@uqar.ca</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1111505</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Cervello, Olivier, Chauvaud, Winkler, Mathias, Juanes and Tremblay</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Cervello, Olivier, Chauvaud, Winkler, Mathias, Juanes and Tremblay</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The uncontrolled colonization of benthic organisms on submerged surfaces, also called biofouling, causes severe damage in the shipping and aquaculture industries. Biofouling starts with a benthic biofilm composed of a complex assemblage of microbes, bacteria and benthic diatoms, called microfouling, on which macrofouling invertebrate species settle and grow. Invertebrate larvae may use natural soundscapes to orientate inshore and choose their optimal habitat. Recent studies have demonstrated that ship sounds enhance the larval settlement and growth of several invertebrate species, such as mussels, associated with biofouling. Among invertebrates, effects of sound generated by offshore human activities are still poorly studied. This study aims to assess the effect of pile driving, drilling and vessel sounds on model species associated with micro and macrofouling. First, the biofilm development of <italic>Navicula pelliculosa</italic> and <italic>Amphora coffeaeformis</italic> was assessed, then, the larval development of the blue mussel (<italic>Mytilus edulis</italic>) was evaluated from the D-veliger to the postlarval stage. Mussel larvae and microalgae were exposed 12 h each day in tanks (Larvosonic) adapted to sound experiments under controlled conditions. All anthropogenic sounds induced a thinner <italic>N. pelliculosa</italic> biofilm coupled with a lower microalgae concentration. The drilling sound had a stronger effect on the biofilm thickness. The drilling sound significantly reduced the pediveliger settlement and the postlarvae clearance rate by 70.4% and tended to diminish settler sizes compared to control sound. Contrary to our expectation, pile driving tended to enhance larval recruitment by 22% (P=0.077) and the boat sound did not stimulate larval settlements or recruitment. Drilling sound generated a stressful acoustic environment for pediveliger settlements and postlarvae seem to maintain their shell valves closed to preserve energy. We identify potential causes and mechanisms involved in these impacts of anthropophony on larval ecology and microfouling dynamics.</p>
</abstract>
<kwd-group>
<kwd>bioacoustics</kwd>
<kwd>biofouling</kwd>
<kwd>anthropogenic sounds</kwd>
<kwd>benthic diatoms</kwd>
<kwd>larval development</kwd>
<kwd>settlement</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="3"/>
<equation-count count="3"/>
<ref-count count="91"/>
<page-count count="15"/>
<word-count count="8550"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Marine Biology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Consideration of ambient underwater sound as an important process of recruitment is growing in marine benthic ecology. Natural ambient underwater sounds act as pelagic cues to orientate fish (<xref ref-type="bibr" rid="B56">Montgomery et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B75">Simpson et&#xa0;al., 2016</xref>), crustaceans (<xref ref-type="bibr" rid="B65">Radford et&#xa0;al., 2007</xref>) and coral (<xref ref-type="bibr" rid="B88">Vermeij et&#xa0;al., 2010</xref>) larvae. Sounds emitted by reefs and other natural soundscapes, like waves on rocks seem to indicate beneficial conditions for larval settlement (<xref ref-type="bibr" rid="B56">Montgomery et&#xa0;al., 2006</xref>) increasing recruitment success and thus affecting local benthic population dynamics. However, the rapid colonization of macro invertebrates on oceanographic equipment, aquaculture systems, water pumps and particularly on vessel hulls is a big concern for the industry as it generates substantial costs for the cleaning of impacted infrastructure (<xref ref-type="bibr" rid="B74">Schultz et&#xa0;al., 2011</xref>). For example, mussels, <italic>Mytilus galloprovincialis</italic> biofouling in New Zealand creates around $16 million yr<sup>&#x2212;1</sup> economic loss in <italic>Perna canaliculus</italic> aquaculture production (<xref ref-type="bibr" rid="B24">Forrest and Atalah, 2017</xref>).</p>
<p>Biofouling starts with a benthic biofilm composed of a complex assemblage of microbes, bacteria and benthic diatoms, called microfouling, on which macrofouling invertebrate species settle and grow. Briefly, organic compounds and microbes are deposited on a clean surface to form an organic &#x201c;conditioning layer&#x201d;. This layer acts as a stimulus to bacterial settlement (<xref ref-type="bibr" rid="B17">Dobretsov et&#xa0;al., 2009</xref>) and the micro communities develop a quorum sensing communication mechanism (<xref ref-type="bibr" rid="B8">Beitelshees et&#xa0;al., 2018</xref>). Bacteria exude a matrix of extracellular polymeric substances (EPS) (<xref ref-type="bibr" rid="B21">Flemming and Wingender, 2010</xref>) which facilitate microalgae colonization, usually dominated by diatoms (<xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2007</xref>), followed by fungal and protozoan spores (<xref ref-type="bibr" rid="B11">Callow and Callow, 2011</xref>). Mature, thicker and heterogenous biofilm will signal and increase the adhesion abilities of invertebrate larvae or their attachment strength to the substrate (<xref ref-type="bibr" rid="B29">Hadfield, 2011</xref>) as shown for the mussel <italic>Mytilus edulis</italic> (<xref ref-type="bibr" rid="B85">Toupoint et&#xa0;al., 2012b</xref>). As other marine benthic bivalves, mussels produce pelagic planktotrophic larvae that develop through several veliger stages until the pediveliger, the competent stage to settlement (<xref ref-type="bibr" rid="B6">Bayne, 1965</xref>). Pediveliger larvae use environmental stimuli to settle in an optimal habitat and undertake their metamorphosis (<xref ref-type="bibr" rid="B30">Hadfield and Paul, 2001</xref>). If settlement conditions are unsuitable, pediveliger larvae can prolong their pelagic dispersal life and delay their metamorphosis for several weeks (<xref ref-type="bibr" rid="B61">Pechenik, 1990</xref>; <xref ref-type="bibr" rid="B49">Martel et&#xa0;al., 2014</xref>). These larvae can also settle, metamorphosis and carry out a secondary migration process to find a more suitable environment (<xref ref-type="bibr" rid="B28">G&#xfc;nther, 1992</xref>; <xref ref-type="bibr" rid="B23">For&#xea;t et&#xa0;al., 2018</xref>).</p>
<p>Some anthropogenic noise can mimic natural sounds, like waves on rocks and thereby stimulate the settlement of benthic invertebrates (<xref ref-type="bibr" rid="B51">McDonald et&#xa0;al., 2014</xref>). For example, vessels sounds emitted in the laboratory increased by an order of 4 the larval settlement of mussels, <italic>M. edulis</italic>, when combined with a trophic cue (<xref ref-type="bibr" rid="B37">Jolivet et&#xa0;al., 2016</xref>). <xref ref-type="bibr" rid="B90">Wilkens et&#xa0;al. (2012)</xref> found that loud sounds emitted by a freight ferry reduced the median time to attachment by 40% for the mussel, <italic>Perna canaliculus</italic>. However, the impact seems related to the nature of the anthropogenic sound where louder sounds, like turbine or seismic pulses could interfere with the capacity of larvae to detect trigger settlement cues delaying the metamorphosis of crab megalopae (<xref ref-type="bibr" rid="B62">Pine et&#xa0;al., 2012</xref>) or cause direct detrimental effects to the development of scallop veligers (de <xref ref-type="bibr" rid="B79">Soto et&#xa0;al., 2013</xref>). Each human marine activity produces its own acoustic signature depending on the gear used and the nature of the bedrock (<xref ref-type="bibr" rid="B32">Hawkins et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B12">Carroll et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B13">Chauvaud et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B78">Sol&#xe9; et&#xa0;al., 2023</xref>). Marine shipping constitutes &gt; 90% of the acoustic energy emitted into the sea (<xref ref-type="bibr" rid="B26">Green et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B51">McDonald et&#xa0;al., 2014</xref>). Vessel and ferry sounds are produced by propellers, motor engines, diesel generators and other equipment involved in the boat machinery producing sound intensities between 140 and 190 dB re 1 &#x3bc;Pa m<sup>-1</sup> depending on vessel size, speed and power engines (<xref ref-type="bibr" rid="B54">Mitson, 1995</xref>; <xref ref-type="bibr" rid="B25">Gervaise et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B13">Chauvaud et&#xa0;al., 2018</xref>). Oil and gas exploration and exploitation, port area maintenance and expansion, or the development of offshore wind farms require construction phases that produce high levels of sound emission (<xref ref-type="bibr" rid="B13">Chauvaud et&#xa0;al., 2018</xref>). Pile driving and drilling are commonly used in marine shipyards and belong to the most powerful activities, after seismic surveys (<xref ref-type="bibr" rid="B13">Chauvaud et&#xa0;al., 2018</xref>). Modern pile driving consists of striking large diameter piles with a hydraulic hammer into the seabed. The contact between the hammer and piles produce short (~ 0.1s) and loud pulses (<xref ref-type="bibr" rid="B82">Tougaard et&#xa0;al., 2008</xref>) ranging from 192 to 270 dB re 1 &#x3bc;Pa m<sup>-1</sup> (<xref ref-type="bibr" rid="B4">Bailey et&#xa0;al., 2010</xref>). Drilling sound is generated by the drill bit&#x2019;s high-speed rotation crushing the seabed sediment/rocks. It generates a continuous sound with a relatively loud intensity ranging from 145 to 190 dB re 1 &#x3bc;Pa m<sup>-1</sup> (<xref ref-type="bibr" rid="B13">Chauvaud et&#xa0;al., 2018</xref>).</p>
<p>Documentation of the effects of pile driving and drilling sounds on micro and macrofouling development are lacking in the literature. It is important to understand anthropogenic sound effects on the microorganisms that shape and modulate biofilm dynamics and which have a critical role in the recruitment of species from higher benthic trophic levels (<xref ref-type="bibr" rid="B3">Antunes et&#xa0;al., 2019</xref>). The main goal of this study is to understand micro- and macrofouling development exposed to different anthropogenic sound sources. Biofilm development is assessed, including benthic bacterial and algae density during the establishment of two benthic diatoms under pile driving, drilling and boat sounds emission. <italic>M. edulis</italic> was used as a macrofouling model species to measure the impact of the same anthropogenic sound emissions on mussel planktonic development and recruitment success on artificial collectors without biofilm. We expect that boat sound will stimulate the development of the diatom biofilm and the recruitment success of the mussel. However, we suggest that louder sounds, particularly pile driving, could have a detrimental effect on micro and macrofouling development.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Experimental emission system</title>
<p>Experiments were carried out at the ISMER-UQAR wet laboratory facilities (Rimouski, Qc, Canada). To limit sound reverberation generated in a small tank (<xref ref-type="bibr" rid="B36">J&#xe9;z&#xe9;quel et&#xa0;al., 2018</xref>) and to obtain sound treatments as similar as possible to the original sound recorded <italic>in situ</italic>, we used <italic>Larvosonic</italic>mesocosms (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), which included acoustic panels on the internal tank walls, developed and described by <xref ref-type="bibr" rid="B57">Olivier et&#xa0;al. (2023)</xref>. <italic>Multifuser DC2</italic> panels set at the center of each tank wall provided multi-reflection on both vertical and horizontal planes with maximum efficiency in mid and high frequencies (maximum absorption in air between 0.8-2.5 kHz). <italic>Trap Fuser</italic> set at each corner allowed the sound energy to be trapped in the cavities and/or scattered by the plain surface. The main tank was fully filled with fresh water until the level reached the lid that supported 6 semi-submerged experimental cylinders (5 L) and 6 multiwell plates (6 x 15 mL) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The main structure has the same dimensions as the <italic>Larvosonic</italic>described by <xref ref-type="bibr" rid="B57">Olivier et&#xa0;al. (2023)</xref>, but was made of plywood coated with epoxy and rested on 4 steel adjustable feet, compared to the <italic>Larvosonic</italic>in plexiglass set on an aluminum frame. Three <italic>Larvosonic</italic>tanks were used for the three sound treatments and another without sound (room ambient sound only) considered to the control treatment. Clark synthesis AQ339 Diluvio&#x2122; underwater loudspeakers (8Ohms/20-17000Hz, Littleton, CO, USA) set on the bottom center played the sound treatments (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). As discussed in <xref ref-type="bibr" rid="B57">Olivier et&#xa0;al. (2023)</xref>, one tank was not an exposure condition, but a sonorous environment where cylinders are isolated from the main tank as they are also and completely isolated and independent from each other, representing a replication level of 6. During each experiment, abiotic conditions (temperature, salinity, etc.) were monitored in each cylinder to ensure that all cylinders displayed similar conditions.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Larvosonic tank developed by <xref ref-type="bibr" rid="B57">Olivier et&#xa0;al. (2023)</xref> which includes acoustic Multifuser DC2 and Trap Fuser panels on the vertical walls, 6 semi-submerged cylinders (5L) and 6 multiwell plates (6x15mL).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g001.tif"/>
</fig>
<p>Speakers were connected to an amplifier (DENON/DN-300Z/16&#x2013;bit/20-20000Hz/44.1KHz, Cumberland, RI, USA), then to a matrix mixer with a signal processor (Yamaha 26x8 MTX3, Buena Park, CA, USA). Pile driving sound was played <italic>via</italic> an SD card, directly inserted into the amplifier set in repeat mode. Drilling and boat sounds were played independently with 2 computers connected to the amplifier using VLC media player software set in repeat mode, with both volumes adjusted to 100%. Sound treatments were recorded for 30s in each 5L experimental cylinders (10 cm above the bottom) with an underwater acoustic recorder (Loggerhead LS1, HTI 96-MIN/3V/LED/-170 dB/44.1 KHz, Sarasota, FL, USA) and calibrated to obtain a similar level to that measured in the field. The sound pressure level (dB re 1&#xb5;Pa) - <italic>peak to peak -</italic> was calculated using the following equation:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>P</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>20</mml:mn>
<mml:mi>log</mml:mi>
<mml:mo stretchy="false">[</mml:mo>
<mml:mi>max</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>p</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>min</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>p</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>t</italic> is the length of the sound and <italic>p</italic> the pressure units after correcting from volts to &#x3bc;Pa. Fourier transformation was applied to each recording to analyze the power spectral density (PSD) using a custom Matlab script (The MathWorks Inc.). Sound treatments were emitted 12 h each day with an alternating sound exposure period of 6 hours followed by 6 hours of silence. A 30 s sequence was looped during experiments. The boat sound used was from a 11 m long D &amp; H Boatbuilding hull equipped with a diesel motor (Cummins 300 hp C series) and was the same originally recorded and used by <xref ref-type="bibr" rid="B37">Jolivet et&#xa0;al. (2016)</xref>. Drilling and pile driving sounds were recorded during an offshore wind farm installation in the Bay of Saint-Brieuc (France) with a calibrated hydrophone (High Tech, Inc., Mississippi, USA, HTI-99-HF: sensitivity &#x2212;169.7 dB re 1 V/&#x3bc; Pa; frequency range 2 Hz to 125 kHz flat response) and the output captured with a calibrated underwater acoustic recorder (RTSYS-Marine Technologies, France, EA-SDA14, 156 kHz, 24-bit resolution). Pile driving is an impulsive sound (one 200 ms impulse every 3 s) dominated by low-frequencies (40 - 800 Hz). The pile driving playback level corresponds to a distance to the source of approximatively 300-400 meters, depending on the project and environmental conditions. Drilling is continuous and its spectrum is characterized by high levels in the 150 - 600 Hz and 4000 - 7000 Hz frequencies range. It corresponds to a distance to the source of approximatively 500 meters.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Microfouling experiment</title>
<p>Benthic pennate diatoms strains (<italic>Amphora coffeaeformis</italic> CCMP 127 and <italic>Navicula pelliculosa</italic> CCMP 543) were obtained from the Center for Culture of Marine Phytoplankton (CCMP), Bigelow Laboratory for Ocean Sciences (West Boothbay Harbor, ME, USA) and cultivated with an autoclaved medium F/2 with silica (<xref ref-type="bibr" rid="B27">Guillard, 1975</xref>). Microalgae were cultured under an LED system (72 mixed blue (24) and white (48) LEDs, 14 W, 6500 Ka) at an intensity corresponding to a photon flux of 200 &#x3bc;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup> and ultrafiltered (0.02 &#xb5;m) and UVs treated seawater with a salinity of 27.1, at 20&#xb0;C. For each diatom species, 20L of culture was prepared until concentrations over 300 000 cell mL<sup>-1</sup> were obtained. For the sound emission experiments, 2 cylinders tank<sup>-1</sup> by species illuminated by one LED system (intensity 200 &#x3bc;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>; 14h day : 8h night cycle) were inoculated with 5 million cells of <italic>A. coffeaeformis</italic> or <italic>N. pelliculosa</italic>. The volume of the cylinders was completed with ultrafiltered-UVs treated seawater added with F/2 silicate autoclave medium culture added. Into each cylinders, 2 x 3.5 cm-diameter discs roughened by carborundum paper were inserted. Before immersion into the cylinders, discs were washed in a neutral detergent, submerged in 70% aqueous ethanol for 5 min, and then irradiated under UV for 2-h to eliminate any microbial contamination (<xref ref-type="bibr" rid="B48">Leyton and Riquelme, 2008</xref>). The use of roughened plexiglass discs promoted benthic biofilm development and facilitated harvesting during sampling. Sounds were emitted for 8 days for <italic>N. pelliculosa</italic> and 9 days for <italic>A. coffeaeformis</italic>, and each of the biofilms on the discs was developed enough to be examined without loss. The first disc in each experimental cylinder was used to measure the biofilm thickness by confocal microscopy (Zeiss inverted microscope Axio observer Z1, Oberkochen, Germany, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> for example). Discs were stored in individual Petri dishes with the upper face upwards and 5 mL utltrafitered-UVs seawater was added to keep biofilms moist until confocal analysis. The biofilm thickness was measured at 5 random spots on the upper face at a magnification of 10x. On each spot, 3-D images of the biofilm were obtained by mosaic of stitching images at each 10 &#xb5;m using a laser scanning microscope LSM 700 and analyzed by ZEN 2009 software. The second disc in each experimental cylinder was used to estimate the microalgae and bacteria cell abundance (concentration) in the biofilm with the use of CytoFLEX flow cytometry (Beckman Coulter, IN, USA). Briefly, the biofilms were collected by scraping all the upper face with a razor blade. The samples were placed in a 4.5 mL of 25% glutaraldehyde solution and deionized water for 15 min before storing at -80&#xb0;C. After thawing, samples were ultrasonicated for 10 min to break down cell agglomerations. For each sample, 500 &#xb5;l was sieved over a 35 &#xb5;m filter and heterotrophic bacteria were quantified following staining with SYBR Green I nucleic acid bounder (Molecular Probes Inc., OR, USA). Pigmented microalgae cells were quantified by their natural fluorescence (<xref ref-type="bibr" rid="B9">Belzile et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B86">Tremblay et&#xa0;al., 2009</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>3-D images of the biofilm of <italic>Amphora coffeaeformis</italic> <bold>(A)</bold> and <italic>Navicula pelliculosa</italic> <bold>(B)</bold> obtained by confocal microscopy (Zeiss inverted microscope Axio observer Z1, Oberkochen, Germany). Images were obtained by mosaic of stitching images at each 10&#xb5;m using a laser scanning microscope LSM 700 and analyzed by ZEN 2009 software.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g002.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Macrofouling experiments</title>
<p>Mussels, <italic>M. edulis</italic>, from St. Peters Bay, Prince Edward Island (Canada) were transferred to ISMER-UQAR wet laboratory facilities for larval rearing as described in <xref ref-type="bibr" rid="B66">Rayssac et&#xa0;al. (2010)</xref>. Spawning was induced on 30 individuals by thermal shock and gametes from different parents were used in a pool-cross design to produce one random larval family. Post-fertilized eggs (66.4 &#xb1; 5.3 &#xb5;m) were transferred to a 100 L bottom flat tank filled with filtered (1 &#xb5;m) and ultraviolet (UVs) treated seawater at 18-20&#xb0;C. After 72 h, 25000 D-larvae (113.1 &#xb1; 6.5 &#xb5;m) were transferred into each 5 L experimental cylinder (5 larvae mL<sup>-1</sup>). During all sound emission experiments, larvae were fed with a mixture of <italic>Pavlova lutheri</italic>, <italic>Tisochrysis lutea</italic>, <italic>Chaetoceros muelleri</italic>, <italic>Tetraselmis suecica</italic> and <italic>Nannochloropsis oculata</italic> (1:1:1:1:1, 60000 cell mL<sup>-1</sup>). Low intensity cool white lights (2.5 &#xb1; 0.4 &#x3bc;mol photon m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>) were aligned and adjusted above each tank with a natural light period of 14h day : 8h night. The temperature during all larvae and postlarvae rearing was maintained between 20 and 22&#xb0;C.</p>
<p>At 48 h intervals, larvae from each cylinderwere collected on a 35 &#x3bc;m nylon mesh screens and resuspended with 300 mL of 1 &#x3bc;m ultrafiltered and UVs treated seawater to sample 1 mL of larvae for survival and growth estimation. For the growth rates, 30 larvae were measured with the image analysis software Image-Pro Plus coupled to the Evolution VF camera (Media Cybernetics, Silver Spring, MD, USA) and an Olympus BX41 microscope. Survival rates were expressed as the total number of individuals minus the cumulative number of empty shells and based on the first sampling time point. After cleaning the cylinders with Virkon VKS10 disinfectant (LANXESS Deutschland GmbH, Cologne, Germany), the larvae were put back into the growing cylinders with 5 L of 1 &#xb5;m filtered-UVs treated seawater, with the addition of the microalgae mixture (1:1:1:1:1, 60 000 cell mL<sup>-1</sup>). When more than 50% of larvae were pediveligers at 14 days post-fertilization (dpf), two collectors consisting of 30 cm polypropylene rope were added to each cylinder. For each following 48 h cleaning session (until the end of the experiment at 24 dpf), the collectors were carefully removed and hung up in the air to avoid juvenile detachment. In parallel, the pelagic larvae were collected on 53 &#xb5;m nylon mesh screens to estimate survival and growth as described above. At 17 dpf, pelagic larvae were subsampled from each cylinder of the control tank and redistributed randomly into 3 (6 x 20 mL) multiwell plates of all the tanks. In each plate, 3 wells were filled with 10 larvae and 15 mL ultra-filtered-UVs treated seawater with the addition of 60 000 cell mL<sup>-1</sup> of microalgae mixture as already described. After 72 hours of sound treatments (until 20 dpf), 1 mL of 4% formaldehyde solution was added to each well and the proportion of settled pediveliger larvae (larvae attached to the well surface) and unattached larvae were counted under a binocular microscope. The ratio between settled and the sum of all larvae was considered as the settlement rate (%).</p>
<p>At 24 dpf, the collectors were carefully removed and gently rinsed with a sprayer over a 100 &#xb5;m nylon mesh screens to collect the settled postlarvae. The cylinders were sieved on 100 &#xb5;m nylon mesh screens to collect all the pelagic larvae. 10 mL of the water sieved was sampled to estimate the clearance rate (21 to 24 dpf) with a M4e multisizer coulter counter fitted with a 50 &#xb5;m aperture tube (Beckman, Mississauga, ON, Canada) using a modified formula described in <xref ref-type="bibr" rid="B15">Comeau et&#xa0;al. (2008)</xref>:</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>R</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>L</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>V</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>N</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>Ci</italic> is the initial microalgal concentration at T0 (cell mL<sup>-1</sup>), <italic>Cf</italic> is the final concentration, <italic>V</italic> is the volume of seawater (mL), <italic>T</italic> is the duration (days) of the experiment and <italic>N</italic> is the number of postlarvae in each well.</p>
<p>Settled postlarvae on the growing cylinder walls were carefully brushed and pooled with the postlarvae settled on the collectors to estimate the total wet biomass of recruits. Around 50 pelagic larvae and 50 settled postlarvae were collected and kept at -80&#xb0;C for measurements of the prodissochonch (PII) and larval total length (TL) (<xref ref-type="bibr" rid="B49">Martel et&#xa0;al., 2014</xref>) with the use of a Keyence VHX-2000 Series digital microscope with VH-Z100UR objectives (Osaka, Japan, 1&#xb5;m and HDR resolution). A postlarval growth index (PL) was calculated using the following formula:</p>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>L</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The remaining postlarvae were weighed and stored in 2 mL of dichloromethane (CH<sub>2</sub>CL<sub>2</sub>) in amber glass vials with Teflon-lined caps at -80&#xb0;C. Lipid extraction was carried out with dichloromethane and methanol following the method described by <xref ref-type="bibr" rid="B59">Parrish (1999)</xref>, adapted from <xref ref-type="bibr" rid="B22">Folch et&#xa0;al. (1957)</xref>. Lipid extracts were separated into neutral and polar fractions using a 6% hydrated silica gel column (<xref ref-type="bibr" rid="B50">Marty et&#xa0;al., 1992</xref>). The neutral fraction of each sample was eluted with 10 mL of dichloromethane:methanol (98:2) and the polar fraction with 20 mL of methanol, then the neutral fraction was purified on an activated silica gel with 1 mL of hexane:ethyl acetate (v/v) to eliminate free sterols. Fatty acid methyl esters (FAME) were prepared according to the method described in <xref ref-type="bibr" rid="B46">Lepage and Roy (1984)</xref> and analyzed using a multichannel Trace GC ultra (Thermo Scientific) gas chromatograph equipped with a Triplus autosampler, a PTV injector, and a ITQ900 (Thermo Scientific) mass detector, and analyzed with Xcalibur v.2.1 software (ThermoScientific, Mississauga, ON, CA). Methyl nonadecanoate (19:0) was used as an internal standard and FAME were identified and quantified using known standards (Supelco 37 Component FAME Mix and menhaden oil; Supleco) and were further confirmed by mass spectrometry.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data analysis</title>
<p>For micro and macrofouling experiments, means (&#xb1; se) of each variable are presented by sound treatment (tank) and defined as the fixed factor to be tested (4 levels corresponding to control, pile driving, drilling and boat noises). PRIMER (version 7.0.13) was used to perform univariate PERMANOVA (based on Euclidean dissimilarities) analyses to compare differences among sound treatments. Homoscedasticity was previously evaluated with PERMDISP tests. When significant differences were obtained (&#x3b1; &#x2264; 0.05), pairwise multiple comparison tests were used to identify differences among sound treatments. For the mussel experiment, neutral and polar fatty acid composition was tested with a multivariate PERMANOVA with the use of sound treatments as fixed factors.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Acoustic</title>
<p>The sound pressure level recorded in all cylinders of each tank is summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. We observed similar measures among cylinders in the same tank with less than 1% variability. The control sound treatment was subjected to 8% contamination from emission from other tanks with a mean control sound pressure enhanced by 9 dB re 1 &#xb5;Pa compared to the room ambient sound.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Mean sound pressure level (dB re 1 &#xb5;Pa, pk to pk) of pile driving, drilling, boat and control sound emission recorded in LARVOSONIC cylinders (N = 6) during the sound emissions and before the experiments (room).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Sound treatment</th>
<th valign="middle" align="center">Sound pressure level (dB re 1 &#xb5;Pa)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">control</td>
<td valign="middle" align="center">123.8 &#xb1; 0.8</td>
</tr>
<tr>
<td valign="middle" align="center">boat</td>
<td valign="middle" align="center">139.6 &#xb1; 0.4</td>
</tr>
<tr>
<td valign="middle" align="center">drilling</td>
<td valign="middle" align="center">128.3 &#xb1; 0.4</td>
</tr>
<tr>
<td valign="middle" align="center">pile driving</td>
<td valign="middle" align="center">164.2 &#xb1; 1.0</td>
</tr>
<tr>
<td valign="middle" align="center">room (silent)</td>
<td valign="middle" align="center">114.5 &#xb1; 0.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Pile driving sound recorded in the cylinders reached its maximum power in the 100-500 Hz bandwidth with a maximum peak (200 Hz) around 125 dB re 1 &#xb5;Pa<sup>2</sup>/Hz. The 150-800Hz frequencies were amplified by 20-30 dB re 1 &#xb5;Pa<sup>2</sup>/Hz versus their open water values. In the highest frequencies [1000-2000 Hz], the spectrum recorded corroborated with the <italic>in situ</italic> spectrum varying from 60 to 80 dB re 1 &#xb5;Pa<sup>2</sup>/Hz, characterized by a series of alternating minima and maxima peaks. Sound power at &gt; 5000 Hz decreased smoothly to 50-60 dB re 1 &#xb5;Pa<sup>2</sup>/Hz and was slightly amplified by 10 dB compared to <italic>in situ</italic> spectrum. The drilling sound emitted by the source (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) had a low energy content in the 30-80 Hz range, matching with the sound recorded during <italic>in-situ</italic> experiments. Furthermore, the drilling sound emitted by the source displays a slight lower energy content in the 40-60 Hz that could be attributed to temporal variations in the electrical use and pump activities of the experimental wet laboratory. The powerful pile driving sound contaminated the other tank spectra recorded amplifying slightly the 200-800 Hz bandwidth. The nearest tank (drilling) from the pile driving source was the most impacted and exposed from +20 dB to +30 dB re 1 &#xb5;Pa<sup>2</sup>/Hz in the 250-800 Hz bandwidth versus its <italic>in situ</italic> intensity. Sound distortion also occurred in the 1000-2000 Hz bandwidth inducing a reduction of about -30 dB (except a peak around 1700 Hz) of the drilling cylinders spectrum. In the 3000-8000 Hz bandwidth, j cylinders ar spectrum power was higher (+5 to + 20dB re 1 &#xb5;Pa<sup>2</sup>/Hz) than the <italic>in situ</italic> spectrum. Less distortion occurred due to the boat sound power which maintained its open water soundscape (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Frequencies in the 100-1000 Hz were slightly amplified by 5-10 dB re 1 &#xb5;Pa<sup>2</sup>/Hz. For frequencies &gt; 1000 Hz, cylinders sound power was reduced from -5 dB to -20 dB re 1 &#xb5;Pa<sup>2</sup>/Hz depending on frequency. Maximum mean boat sound power reached 80 dB re 1 &#xb5;Pa<sup>2</sup>/Hz&lt; 20Hz. The control sound power was maximum under 50 Hz reaching 60-65 dB re 1 &#xb5;Pa<sup>2</sup>/Hz. Increase of power occurred in the 200-850Hz bandwidth with maximum values around 200 and 800 Hz, and smoothly decreasing in higher frequencies around 32 dB re 1 &#xb5;Pa<sup>2</sup>/Hz.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Sound power spectra (dB re 1 &#xb5;Pa/Hz) of the control, boat, drilling and pile driving sound emitted (red) into each tank and recorded (green) in each tank&#x2019;s central cylinder.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g003.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Microfouling experiments</title>
<p>After 8 days of sound treatment, the <italic>N. pelliculosa</italic> biofilm (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A&#x2013;C</bold>
</xref>) was thinner when exposed to anthropogenic sounds. Drilling and pile driving had a stronger effect and reduced by 47% and 32% respectively the biofilm thickness (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). These reductions could be explained by a lower mean concentration of <italic>N. pelliculosa</italic> cells structuring the biofouling in all anthropogenic sound treatments with a stronger effect when pile driving (-73%) and drilling (-45%) sounds were emitted (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Mean bacteria cell concentration did not differ significantly showing large variations, particularly when boats sound was emitted, as 123% higher bacteria concentrations were measured in the biofilm compared to the control (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). The <italic>A. coffeaeformis</italic> biofilm showed strong variation so that no differences between treatments (sound emissions and control) for each variable measured (thickness, microalgae and bacteria cells concentration) in relation to emission of the different anthropogenic sound (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4D&#x2013;F</bold>
</xref>) were found.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effect of pile driving, drilling and boat sound treatment on the thickness (&#xb5;m), total microalgae and bacteria cell count of <italic>Navicula pelliculosa</italic> <bold>(A-C)</bold> and <italic>Amphora coffeaeformis</italic> <bold>(D-F)</bold> biofilms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g004.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Macrofouling experiments</title>
<p>Pile driving and drilling sounds tended to reduce by 10% and 11%, respectively, the mean larval survival compared to the control tank, but without a significant effect (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). No effect of sound on the larval daily growth was observed (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>) with mean values &gt; 15 &#xb5;m day<sup>-1</sup> until the appearance of the pediveliger stage (14 dpf).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Effect of boat, drilling and pile driving sound treatments on <bold>(A)</bold> larval survival (%) (N = 6) and <bold>(B)</bold> the larval daily growth (&#xb5;m), of <italic>Mytilus edulis</italic> after 12 days of sound treatments (N = 6).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g005.tif"/>
</fig>
<p>The settlement rate was significantly different among sound treatments (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>) and was 36.7% lower (P<sub>MC</sub> = 0.044) than the control treatment for the pediveliger larvae exposed to drilling sound. Pile driving sound also reduced the settlement rate by 20% but the difference with control treatment was not significant as shown by the pairwise test (P<sub>MC</sub> = 0.123). Boat and drilling sounds also reduced drastically the clearance rate in postlarvae (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>) with values 70% lower in the drilling sound treatment (Pperm = 0.037). However, the 57% reduction observed in the boat sound treatment was not significant (Pperm = 0.074). After 21 days of sound treatments, pile-driving sound tended to increase by 21.9% of the total wet mass of spats recruited, a result close to the significant threshold with a p-value of 0.077 (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). Sizes at metamorphosis (PII) for settled and swimming postlarvae were similar for all sound treatments (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) with no differences in total length (TL) detected for settled and swimming postlarvae. However, drilling sound tended to reduce the TL of both settled (-7.8%) and swimming (-5.9%) postlarvae. These decreases triggered a lower postlarval growth index (PL&lt; 0.4) but was not significant (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Drilling sound tended to enhance the total neutral (+59.2%) and polar (+63.8%) fatty acid concentrations in settled recruits (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), but due to large variability among the 6 replicates, differences were not significant. The fatty acid composition (Annex 1) of recruits exposed to different sound treatments was similar for each lipid fraction (neutral: pseudo-F = 1.07, Pperm = 0.38 and polar: pseudo-F = 0.54, P-perm = 0.72).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Effect of boat, drilling and pile driving sounds on: <bold>(A)</bold> pediveliger (17 to 21 dpf) settlement rate and <bold>(B)</bold> postlarvae (21 to 24 dpf) clearance rate (mL day<sup>-1</sup> organism<sup>-1</sup>) after 72 h of sound exposure in the multiwell plates (N = 3), <bold>(C)</bold> total mass of spats (g) recruited on collectors and cylinder walls after 21 days of sound treatment (N = 6). &#x201c;*&#x201d; means a significant difference detected by the PERMANOVA <italic>post-hoc</italic> pairwise comparison (&#x3b1;&lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g006.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Effect of different anthropogenic sound on the sizes (&#xb5;m) at metamorphosis PII (N = 6), total length TL (&#xb5;m) (N = 6) and postlarval growth index PL (N = 6) of <italic>Mytilus edulis</italic> larvae after 21 days of sound treatments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" colspan="3" align="center">Settled postlarvae</th>
<th valign="middle" colspan="3" align="center">Swimming postlarvae</th>
</tr>
<tr>
<th valign="middle" align="center">PII</th>
<th valign="middle" align="center">TL</th>
<th valign="middle" align="center">PL</th>
<th valign="middle" align="center">PII</th>
<th valign="middle" align="center">TL</th>
<th valign="middle" align="center">PL</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">P<sub>perm</sub>
</td>
<td valign="middle" align="center">0.784</td>
<td valign="middle" align="center">0.1438</td>
<td valign="middle" align="center">0.139</td>
<td valign="middle" align="center">0.771</td>
<td valign="middle" align="center">0.315</td>
<td valign="middle" align="center">0.304</td>
</tr>
<tr>
<td valign="middle" align="center">control</td>
<td valign="middle" align="center">326 &#xb1; 1</td>
<td valign="middle" align="center">566 &#xb1; 16</td>
<td valign="middle" align="center">0.42 &#xb1; 0.02</td>
<td valign="middle" align="center">325 &#xb1; 4</td>
<td valign="middle" align="center">560 &#xb1; 8</td>
<td valign="middle" align="center">0.42 &#xb1; 0.01</td>
</tr>
<tr>
<td valign="middle" align="center">boat</td>
<td valign="middle" align="center">326 &#xb1; 4</td>
<td valign="middle" align="center">564 &#xb1; 16</td>
<td valign="middle" align="center">0.42 &#xb1; 0.02</td>
<td valign="middle" align="center">329 &#xb1; 3</td>
<td valign="middle" align="center">574 &#xb1; 15</td>
<td valign="middle" align="center">0.43 &#xb1; 0.02</td>
</tr>
<tr>
<td valign="middle" align="center">drilling</td>
<td valign="middle" align="center">324 &#xb1; 4</td>
<td valign="middle" align="center">521 &#xb1; 12</td>
<td valign="middle" align="center">0.38 &#xb1; 0.01</td>
<td valign="middle" align="center">327 &#xb1; 3</td>
<td valign="middle" align="center">532 &#xb1; 17</td>
<td valign="middle" align="center">0.38 &#xb1; 0.02</td>
</tr>
<tr>
<td valign="middle" align="center">pile driving</td>
<td valign="middle" align="center">322 &#xb1; 4</td>
<td valign="middle" align="center">552 &#xb1; 13</td>
<td valign="middle" align="center">0.42 &#xb1; 0.01</td>
<td valign="middle" align="center">329 &#xb1; 3</td>
<td valign="middle" align="center">560 &#xb1; 19</td>
<td valign="middle" align="center">0.41 &#xb1; 0.02</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x201c;Settled&#x201d; = spats settled on collectors + cylinder walls.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Total fatty acid amount of <italic>Mytilus edulis</italic> spats recruited after 21 days of boat, drilling and pile driving sound treatments (N = 6).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" rowspan="2" align="left"/>
<th valign="bottom" colspan="2" align="center">Total fatty acid (&#xb5;g g<sup>-1</sup>)</th>
</tr>
<tr>
<th valign="middle" align="center">Neutral</th>
<th valign="middle" align="center">Polar</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Pperm</td>
<td valign="bottom" align="center">0.104</td>
<td valign="middle" align="center">0.395</td>
</tr>
<tr>
<td valign="bottom" align="center">control</td>
<td valign="middle" align="center">511 &#xb1; 123</td>
<td valign="middle" align="center">167 &#xb1; 48</td>
</tr>
<tr>
<td valign="bottom" align="center">boat</td>
<td valign="middle" align="center">523 &#xb1; 89</td>
<td valign="middle" align="center">168 &#xb1; 30</td>
</tr>
<tr>
<td valign="bottom" align="center">drilling</td>
<td valign="middle" align="center">814 &#xb1; 1110</td>
<td valign="middle" align="center">271 &#xb1; 65</td>
</tr>
<tr>
<td valign="bottom" align="center">pile driving</td>
<td valign="middle" align="center">432 &#xb1; 105</td>
<td valign="middle" align="center">159 &#xb1; 42</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The experimental platform developed to study the impact of anthropogenic sound on model species structuring biofouling showed high acoustic quality with minimal variability among the sound intensity of the 6 cylinders units in each tank. Thus, the tanks were sonorous environment where cylinders were isolated from the main tank, completely isolated and independent from each other and thus be considered as true replicate as described by <xref ref-type="bibr" rid="B35">Hurlbert (1984)</xref>. With the use of trap diffusers on the wall of the tanks, reverberation phenomena still occurred in the pile-driving tank amplifying the 200-800 Hz bandwidth frequency and were slightly different than sounds measured in the field. The drilling sound power spectrum was also weakly affected by the powerful sound of pile driving in the same frequencies maybe due to its low intensity. All sound treatments induced a thinner <italic>N. pelliculosa</italic> biofilm related to a lower development of these microalgae on the discs, particularly when drilling and pile driving sounds were emitted. In these treatments, biofilm thickness was less than 50% compared to the control. However, this impact of anthropogenic sounds on microfouling development seems species specific, as no impact was measured on the development of <italic>A. coffeaeformis.</italic> Furthermore, we observed that some anthropogenic sounds could also influence the development of the macrofouling. Our study showed for the first time that drilling sound effect (128 dB<sub>pk to pk</sub> re 1 &#xb5;Pa) the ontogeny of <italic>M. edulis</italic> and confirmed our hypothesis of a reduction of the settlement rate of the pediveliger larvae (-36.7%) and the clearance rate of post larvae (-70.4%). After 21 days of sound treatments, pile-driving sound (164 dB<sub>pk to pk</sub> re 1 &#xb5;Pa) showed an intriguing 21.9% increase in the mass of recruited spats, a tendency close to significance (p-value = 0.077). However, this increasing trend in recruitment was not observed for the boat sound treatment, in contrast to our expectations (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Differences (%) between control and anthropogenic sound treatments for all variables measured on the larval development of <italic>Mytilus edulis</italic>. &#x201c;*&#x201d; means a significant difference detected by the PERMANOVA <italic>post-hoc</italic> pairwise comparison (&#x3b1;&lt;0.05), &#x201c;PL&#x201d; = post larval growth, &#x201c;PII&#x201d; = prodissochonch II (pelagic larval shell).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1111505-g007.tif"/>
</fig>
<sec id="s4_1">
<label>4.1</label>
<title>Drilling sound</title>
<p>All sound treatments tended to induce a thinner <italic>N. pelliculosa</italic> biofilm, but the drilling treatment had the strongest effect inducing a 47% reduction associated with 45% less cell concentration. Diatoms are a major component of microbial slime and of the global primary production of coastal systems (<xref ref-type="bibr" rid="B77">Smetacek, 1999</xref>), and dominate the microphytobenthic community in intertidal mudflats (<xref ref-type="bibr" rid="B18">Doghri et&#xa0;al., 2017</xref>). They are the prime colonizer with bacterial communities and largely involved in ship hull fouling (<xref ref-type="bibr" rid="B72">Schultz, 2004</xref>; <xref ref-type="bibr" rid="B73">Schultz, 2007</xref>; <xref ref-type="bibr" rid="B31">Hakim et&#xa0;al., 2019</xref>). The presence of a 1 mm thick slime layer increases significantly the hull drag, reducing ship speed by 15% (<xref ref-type="bibr" rid="B47">Lewthwaite et&#xa0;al., 1985</xref>). Diatoms are characterized by a unique silicified cell called a frustule, which is a kind of box composed of 2 halves (<xref ref-type="bibr" rid="B89">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Chen et&#xa0;al., 2019</xref>). The epitheca (the lid) closes the hypotheca (the box) connected by one or more girdles that facilitate cell expansion and growth (<xref ref-type="bibr" rid="B55">Molino and Wetherbee, 2008</xref>; <xref ref-type="bibr" rid="B81">Stefano et&#xa0;al., 2009</xref>). <italic>A. coffeaeformis</italic> and <italic>N. pelliculosa</italic> dominate microfouling communities and are pennate diatoms (<xref ref-type="bibr" rid="B52">Mitbavkar and Anil, 2006</xref>; <xref ref-type="bibr" rid="B53">Mitbavkar and Anil, 2007</xref>; <xref ref-type="bibr" rid="B38">Khandeparker et&#xa0;al., 2014</xref>). This group is characterized by the presence of a raphe on both cell valves which is an elongated slit system found on the frustule (<xref ref-type="bibr" rid="B55">Molino and Wetherbee, 2008</xref>). This structure allows diatom cells to move or &#x201c;glide&#x201d; over a surface to avoid being buried under soft sediments but also to migrate to sufficient light reception and higher nutrient concentrations (<xref ref-type="bibr" rid="B55">Molino and Wetherbee, 2008</xref>; <xref ref-type="bibr" rid="B89">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Lachnit et&#xa0;al., 2019</xref>). While gliding, diatoms secrete an exopolysaccharide (EPS) mucilage, composed of proteins and carbohydrates with bio-adhesive properties that allow cells to slide but also increase the adhesion of other cells (<xref ref-type="bibr" rid="B34">Higgins et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B55">Molino and Wetherbee, 2008</xref>; <xref ref-type="bibr" rid="B14">Chen et&#xa0;al., 2019</xref>). Diatom adhesion is intimately related to the physico-chemical properties of the submerged surface. It is known that surface roughness, temperature, pH, ionic strength, surface charge, chemical compounds, cell exopolymer, contact time and the nature of the cell are factors involved in the adhesion strength of diatom cells (<xref ref-type="bibr" rid="B39">Klein et&#xa0;al., 2014</xref>). The concentration and nature of the bacterial communities are also related to the diatoms and plays a major role in the complex interaction developed by all these microorganisms through EPS, also called &#x201c;Quorum sensing&#x201d; (<xref ref-type="bibr" rid="B8">Beitelshees et&#xa0;al., 2018</xref>). The diatom-bacteria interactions are species-specific, depend on biofilm maturity, diatom community composition and structure, and environmental conditions (<xref ref-type="bibr" rid="B18">Doghri et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B40">Koedooder et&#xa0;al., 2019</xref>). Bacterial communities can inhibit or accelerate diatom growth. Moreover, bacterial influence differs whether the biofilm is composed of one strain or several diatoms species and can induce a change in the community and diatom-diatom relationships (<xref ref-type="bibr" rid="B40">Koedooder et&#xa0;al., 2019</xref>).</p>
<p>Drilling sound strongly inhibited the development of <italic>N. pelliculosa</italic> biofilm but did not affect <italic>A. coffeaformis</italic>. The pressure variation, vibration or particle motion (<xref ref-type="bibr" rid="B64">Popper and Hawkins, 2018</xref>) through the viscous-sublayer could generate physical, hydrodynamic conditions that may disturb the ability of <italic>N. pelliculosa</italic> to adhere onto the discs. The pressure variation or vibration of the cylinders and discs could have induced unfavourable surface physico-chemical properties for <italic>N. pelliculosa</italic> development (<xref ref-type="bibr" rid="B58">Ozkan and Berberoglu, 2013</xref>). Moreover, the sound wave disturbances could induce negative bacterial-diatom interactions resulting in a negative dynamic for <italic>N. pelliculosa</italic> growth (<xref ref-type="bibr" rid="B40">Koedooder et&#xa0;al., 2019</xref>). However, we observed no interaction of drilling sound on bacterial concentration in the biofilm collected. The medium for biofilm growth was Plexiglas discs and only two discs per basin were used for each variable. Therefore, <italic>post-hoc</italic> tests could not be performed. This lack of statistical power makes it impossible to discriminate whether a single or multiple treatments induced a significant reduction effect on microalgal thickness and concentration in <italic>N. pelliculosa</italic>. The slowing effect induced by drilling should therefore be interpreted with caution. The biofilm structure and adhesion strength vary according to hydrodynamic conditions (<xref ref-type="bibr" rid="B91">Zargiel and Swain, 2014</xref>) and the nature of the submerged surface. A biofilm developing on a ship&#x2019;s hull will not have the same characteristics as a biofilm developing on a rocky or soft substrate (<xref ref-type="bibr" rid="B39">Klein et&#xa0;al., 2014</xref>). In our study, we did not quantify the EPS production accumulated on each disc, nor determine the more precise assembly of the bacterial communities. Furthermore, the biofilms were developed in a static environment without turbulence. Further investigations using different natural surfaces, diatom species, as well as a larger number of replicates are needed to understand if the drilling sound effects the adhesion process of pennate diatoms, their cell physiology or the relationship with bacteria.</p>
<p>According to <xref ref-type="bibr" rid="B69">Rittschof et&#xa0;al. (1998)</xref>, environmental cues determine the larval settlement process of macrofouling species such as ascidians, barnacles, bryozoans and oysters rather than larval choice (<xref ref-type="bibr" rid="B68">Rittschof and Costlow, 1989</xref>; <xref ref-type="bibr" rid="B69">Rittschof et&#xa0;al., 1998</xref>). Larval settlement responses differ among species according to surface energy (dispersive polar forces as measured by wettability), light and vibration (<xref ref-type="bibr" rid="B69">Rittschof et&#xa0;al., 1998</xref>). <xref ref-type="bibr" rid="B62">Pine et&#xa0;al. (2012)</xref> found that sound from both wind and tidal turbines (145 dB re 1 &#xb5;Pa) delay the median time (about 18 hours vs silent treatment) to metamorphosis of crab megalopae. The authors argued that this delay is generated by unfavourable conditions generated by anthropogenic sounds or by the &#x201c;absence of habitat-specific acoustic settlement cues&#x201d; (<xref ref-type="bibr" rid="B62">Pine et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B80">Stanley et&#xa0;al., 2012</xref>). Here, we highlight for the first time that drilling sound affects larvae of aquatic invertebrates. In our experiment, the pediveliger settlement rate was reduced but no effect was detected for the size at metamorphosis compared to the control treatment (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). This reduced settlement rate might be related to shell valve closure, which is usually a response of bivalve species under suboptimal or stressful conditions (<xref ref-type="bibr" rid="B67">Riisgard, 1991</xref>; <xref ref-type="bibr" rid="B70">Roberts et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B19">Durier et&#xa0;al., 2021</xref>). The drilling sound could generate stressful &#x201c;suboptimal acoustic conditions&#x201d;, potential vibration or particle motion (<xref ref-type="bibr" rid="B64">Popper and Hawkins, 2018</xref>) that increase the closure periods of the larval shell valve, decreasing foot activity (<xref ref-type="bibr" rid="B6">Bayne, 1965</xref>; <xref ref-type="bibr" rid="B7">Bayne, 1971</xref>) and the capacity of competent larvae to explore the substrate and to settle. The decreasing clearance rates observed in postlarvae exposed to drilling sound seem to be in accordance with this hypothesis, as does the 8% decreasing tendency of the postlarval growth (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Direct physical effects on the mussel epidermal sensory cells or the adductor muscle might also occur and shell valve closure could be a response to stressful neurophysiological stimulation generated by the drilling sound (<xref ref-type="bibr" rid="B44">Lacourse and Northshop, 1978</xref>; <xref ref-type="bibr" rid="B70">Roberts et&#xa0;al., 2015</xref>). Negative sound effects could also occur in the larval attachment process. Several exogenous factors can affect the byssal attachment of mussel juveniles such as temperature (<xref ref-type="bibr" rid="B42">Lachance et&#xa0;al., 2008</xref>), air bubbles or water motion (<xref ref-type="bibr" rid="B2">Alfaro, 2006</xref>). Moreover, to reach the substratum, larvae need to cross a potential thin viscous boundary layer present on the substratum surface (<xref ref-type="bibr" rid="B16">Crimaldi et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B33">Hendriks et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B41">Koehl, 2007</xref>). A dysfunction in the byssal thread secretion or complex interactions between the sound wave propagation and vibration with the substratum boundary layer (<xref ref-type="bibr" rid="B51">McDonald et&#xa0;al., 2014</xref>) could affect the capacity of mussel larvae to attach. The settlement reduction observed in the 15 mL multiwell plates was not detected in the long-term recruitment process, as the total mass of spat recruited onto the 5 L cylinder collectors and walls was similar to the control. Drilling sound tended to enhance by 60% the total fatty acid amount (neutral and polar) in the juvenile tissue, but these differences were not significant. Fatty acids reflect the physiological condition of an organism (<xref ref-type="bibr" rid="B83">Toupoint, 2012</xref>) and correspond to a major source of metabolic energy used for growth, energy storage and other essential physiological maintenance functions (<xref ref-type="bibr" rid="B87">Tremblay et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B60">Parrish, 2009</xref>; <xref ref-type="bibr" rid="B45">Lee et&#xa0;al., 2018</xref>). It remains difficult to understand why these different effects were not detected with the other anthropogenic sounds. Drilling sound was the weakest sound treatment (128 dB<sub>pk to pk</sub> re 1 &#xb5;Pa) and no such effect was recorded in the loud pile driving tank (164 dB<sub>pk to pk</sub> re 1 &#xb5;Pa). Pile driving sound is associated with powerful but short (0.1s) pulses (<xref ref-type="bibr" rid="B13">Chauvaud et&#xa0;al., 2018</xref>) compared to drilling sound which is characterized by continuous sound wave emission. A continuous and constant sound emission, with a lower sound pressure level such as our drilling sound treatment, versus powerful pile driving pulses, can still have detrimental effects on benthic bivalves.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Pile-driving sound</title>
<p>In contrast to the drilling treatment, pile driving had less effect on the <italic>N. pelliculosa</italic> biofilm thickness (-32%) but reduced drastically (-73%) the <italic>N. pelliculosa</italic> concentration. Similar to the other anthropogenic sound treatments, bacteria concentration in the <italic>N. pelliculosa</italic> biofilm was not impacted, along with all the indicators of biofilm development of <italic>A. coffeaeformis.</italic> It is therefore difficult to stipulate that pile driving sound impacts the overall dynamics of the biofilm. Clearly, <italic>N. pelliculosa</italic> biofilm development was largely sensitive to high energy, particle motion, pressure variation and/or vibration generated by pile driving sound emitted in our experimental conditions.</p>
<p>The non-significant increase of 21.9% mass of mussel recruits in the pile driving sound treatment is still intriguing. In particular, some cylinders in the pile-driving sound exhibited an increase higher than 40% of mass recruited compared to the control. The pile driving treatment is characterized by a higher power emission in the 100-1000 Hz frequency range compared to the other treatments (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Animal activities in coastal habitats produce a wide spectrum of sounds but mostly concentrated in the 100-1000 Hz frequency range. These frequencies are known to attract and indicate favorable conditions (<xref ref-type="bibr" rid="B56">Montgomery et&#xa0;al., 2006</xref>) for the settlement of coral (<xref ref-type="bibr" rid="B88">Vermeij et&#xa0;al., 2010</xref>), fish (<xref ref-type="bibr" rid="B75">Simpson et&#xa0;al., 2016</xref>) and crab (<xref ref-type="bibr" rid="B65">Radford et&#xa0;al., 2007</xref>) larvae. The pile driving sound could stimulate in a certain way (physical component) or indicate appropriate acoustic conditions for the settlement of mussels which prefer to settle into noisy habitats such as rocky shores (<xref ref-type="bibr" rid="B90">Wilkens et&#xa0;al., 2012</xref>). However, this tendency to stimulate mussel recruitment was not found in the multiwell plates. The variation in settlement response observed between the sound treatment and within the tank could also be explained due to resonance phenomena under specific frequencies (<xref ref-type="bibr" rid="B36">J&#xe9;z&#xe9;quel et&#xa0;al., 2018</xref>). Further experiments testing the effect of different frequencies from powerful sound could potentially demonstrate the implications of certain frequency ranges on the settlement process of invertebrates.</p>
<p>In our experiments, particle motion and vibration were not measured. Sound waves can be transmitted across the substrate and can also generate waves at the interface of the water and the substrate. Interface waves are characterized by low frequencies (&gt; 30 Hz) associated with large particle motion amplitude (<xref ref-type="bibr" rid="B64">Popper and Hawkins, 2018</xref>). Energy from these waves are maximum close to the substrate, which could be of major significance and provide &#x201c;key information&#x201d; about the environment to the organisms living close to or in the substrate (<xref ref-type="bibr" rid="B64">Popper and Hawkins, 2018</xref>). Potential vibration of the adhesion surfaces (cylinders and collectors) could promote mussel larval recruitment. This hypothesis was also mentioned by <xref ref-type="bibr" rid="B51">McDonald et&#xa0;al. (2014)</xref> who suggested that boat hull vibration could influence the settlement behavior or stimulate the adhesive release of fouling species such as the ascidian <italic>C. intestinalis.</italic> These explanations remain hypothetical and raise the complex nature of sound waves propagating into the substrate but also at the interface between the substrate and the water, across the bottom sublayer (<xref ref-type="bibr" rid="B41">Koehl, 2007</xref>). Further investigations into the potential effect of particle motion and vibration are required to better understand their implication in the larval settlement process of benthic invertebrates.</p>
<p>De <xref ref-type="bibr" rid="B79">Soto et&#xa0;al. (2013)</xref> studied the effect of playback seismic pulses (131<sub>rms</sub> dB ref 1 &#xb5;Pa) on the New Zealand scallop (<italic>Pecten novaezelandiae</italic>) larvae for 90 hours, immediately after fertilization. D-veliger showed significant developmental delays and 46% of larvae exposed showed body malformations suggesting that physiological stress was induced by this cumulative sound exposure (De <xref ref-type="bibr" rid="B79">Soto et&#xa0;al., 2013</xref>). No such effect was observed on <italic>M. edulis</italic> larval development with the pile driving sound emitted, as no differences with the control treatment were observed in larval survival, larval growth (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>) or mean size at metamorphosis (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Similar results were obtained with flatfish <italic>Solea solea</italic> larvae after 7 days of pile driving (210 dB re 1 &#xb5;Pa<sup>2</sup>, peak pressure level, 50-1000Hz) (<xref ref-type="bibr" rid="B10">Bolle et&#xa0;al., 2012</xref>). <xref ref-type="bibr" rid="B70">Roberts et&#xa0;al. (2015)</xref> observed an increase in shell valve closure in <italic>M. edulis</italic> adults, as a response to sinusoidal vibratory signals in the frequency range of 5 to 410 Hz. This sensitivity increased with lower frequencies (except a response at 410 Hz) leading to potential negative effects on mussel fitness (<xref ref-type="bibr" rid="B70">Roberts et&#xa0;al., 2015</xref>). Higher sound wave transmission could be more important in adults due to their bigger size, through external (shell) or internal structures (mantle, foot, statocyst, etc.). Conversely, unsettled larvae devoid of a solid shell (dissochonch) potentially do not interact with these different waveforms. The absence of a short-term effect does not mean that any chronic or sub-lethal effects would not occur over a longer time period. Loud anthropogenic sound exposure during a complete life cycle could potentially highlight chronic or physiological effects on <italic>M. edulis</italic> fitness (<xref ref-type="bibr" rid="B70">Roberts et&#xa0;al., 2015</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Boat sound</title>
<p>Boat sound showed the least acoustic distortion and was well preserved the <italic>in situ</italic> acoustic signature (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Boat sound pressure levels emitted in our experimental system were higher (139 dB re 1 &#xb5;Pa) than that of the drilling treatment (128 dB re 1 &#xb5;Pa). This greater intensity could facilitate a better preservation of the acoustic signature. <xref ref-type="bibr" rid="B90">Wilkens et&#xa0;al. (2012)</xref> studied the effect of two sound intensities (high and low) of a ferry sound, on the &#x201c;time to attachment&#x201d; of <italic>Perna canaliculus</italic> over 8 hours in 50 mL plastic vials (placed in water baths). Overall, high intensity vessel noise (126 dB<sub>RMS</sub> re 1 &#xb5;Pa) induced a 40% shorter time for larvae to settle compared to the silent treatment. Larvae exposed to the high intensity noise were attached during the first 72h (<xref ref-type="bibr" rid="B90">Wilkens et&#xa0;al., 2012</xref>). Similar results have been observed by <xref ref-type="bibr" rid="B37">Jolivet and colleagues (2016)</xref> with the presence of <italic>Nannocloropsis occulata</italic>, a species with a high level of polyunsaturated fatty acids acting as a settlement cues in mussels (<xref ref-type="bibr" rid="B84">Toupoint et&#xa0;al., 2012a</xref>). Other biological and chemical cues have been also determined for the settlement of pediveliger mussel larvae, like mature biofilms (<xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B85">Toupoint et&#xa0;al., 2012b</xref>) and neuroactive compounds (<xref ref-type="bibr" rid="B71">Satuito et&#xa0;al., 1999</xref>). However, in our study no enhancement of the settlement was observed as reflected by the absence of increased biomass of recruits at 24 dpf. Without biofilms, trophic triggers and water motion, the sterile substrate of the 15 mL wells was probably not a suitable habitat to stimulate pediveliger settlement. <xref ref-type="bibr" rid="B37">Jolivet et&#xa0;al. (2016)</xref> performed settlement experiments in 240 mL cylinders whereas <xref ref-type="bibr" rid="B90">Wilkens et&#xa0;al. (2012)</xref> used 50 mL vials. Furthermore, food condition of mussels was not modified during settlement experiments strengthening the results of <xref ref-type="bibr" rid="B37">Jolivet et&#xa0;al. (2016)</xref> demonstrating that the boat sound increases settlement of pediveliger mussel larvae when combined to trophic settlement triggers. Each well unit was previously sanded to enhance substrate roughness and facilitate larval adhesion abilities (<xref ref-type="bibr" rid="B1">Abelson and Denny, 1997</xref>). Nevertheless, the bottom microstructures apparently did not promote larval attachment in addition to the expected positive boat sound effect. The substratum surface microstructures were smaller than larvae and possibly did not disrupt the potential thin viscous boundary layer (<xref ref-type="bibr" rid="B41">Koehl, 2007</xref>). On the other hand, anthropogenic sound waves might also maintain certain hydrodynamic forces in the low water volume that prevent larvae from attaching. Additional water flow analyses at a finer scale in experimental units could provide information on the hydrodynamic properties (<xref ref-type="bibr" rid="B41">Koehl, 2007</xref>) and eventual disruption generated by soundwave propagation in the substrate/sublayer interface.</p>
<p>Hydrodynamic forces influence fluid motion and are an essential physical component that determines the larval recruitment success of biofouler larvae (<xref ref-type="bibr" rid="B16">Crimaldi et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B41">Koehl, 2007</xref>). The larval development of mussels occurs naturally in turbulent shallow waters and pediveliger larvae have strong adhesive abilities (byssus threads) that allow larval settlement under high velocities on hard substrata (<xref ref-type="bibr" rid="B41">Koehl, 2007</xref>). <xref ref-type="bibr" rid="B20">Eyster and Pechenik (1987)</xref> recorded that water agitation enhanced <italic>M. edulis</italic> larval attachment onto filaments two to eight fold in 2 L beakers. Carrying out settlement assays in a relatively small water volume probably underestimated the number of settled larvae (<xref ref-type="bibr" rid="B61">Pechenik, 1990</xref>). The lack of water motion likely generated a mismatch to the larval response under natural physical processes that naturally drive mussel settlement. The use of flowing water and higher-volume experimental units could be a better choice with which to perform future larval settlement experiments. Such an experimental setup would offer potentially more favorable physical conditions for mussel settlements and the implementation of essential small-scale hydrodynamic analyses (<xref ref-type="bibr" rid="B41">Koehl, 2007</xref>). Studying the development of micro and macrofouling during the same experiment under different anthropogenic sounds is necessary to assess the effect of anthropophony on the complete establishment of biofouling.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>We observed that anthropogenic sound induced different effects on the biofilm development dependent on species involved and specific sounds. With respect to microfouling, all types of sounds tested showed no impact on bacteria concentration constituting the biofilm and on the development of <italic>A. coffeaeformis</italic>, but drilling and pile driving sounds impacted negatively the development of <italic>N. pelliculosa</italic> biofilm. These results suggest that these sound emissions were characterized by intensity and/or power spectrum generating substrate interference and unfavourable conditions for the establishment of the <italic>N. pelliculosa</italic> diatom slime layer. More research is needed to understand the sensitivity mechanisms of diatoms species in relation to substrate interference related to sound emission. Evaluating the sound effect on macrofouling development, we selected the blue mussel as a model species for this study. It was negatively impacted by the drilling sound characterized by emission of 128 dB re 1 &#xb5;Pa, particularly at the competent stage to settle and after metamorphosis and settlement on the substrate. Thus, negative impacts have been measured only when mussels were in contact with the substrate. We suggest that the sound treatment could induce a stressful acoustic environment for the development of postlarvae which prefer to reduce their metabolism and conserve their energy. The variation in settlement response between the experimental units raises some questions about resonance and distortion of sound spectra in the tanks and might explain why a 21.9% increase in recruitment success in the pile-driving treatment was non-significant. Bivalves start their life in the water column, then swim and crawl at the interface of the substrate and the bottom layer to finally attach and connect to the seabed. This transition from pelagic life to a benthic environment should be considered a sensitive stage for anthropogenic activities interacting with the seabed. However, in accordance to <xref ref-type="bibr" rid="B76">Slabbekoorn and Bouton (2008)</xref>, the responses could be certainly best tested, not only by using replicate set of individuals, but also as well as a replicate set of call recordings. Also, further studies on the potential effect of noise on the complex interactions between substrate sound propagation/vibration and particle motion with the viscous sublayer and particularly the larval perception of sound propagation or substrate borne vibration are required to better understand the larval settlement process on a finer scale.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>GC carried out the experiments, performed statistical analysis and has written the manuscript. RT supervised all the study, established the methodology and provided technical support. FO and LC developed the LARVOSONIC basins, provided the underwater acoustic recorder, acoustic support and participate to data analyses. DM performed the acoustic analysis. FJ and GW participated in data analyses. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>We are grateful for the financial support provided for two years by the Natural Sciences and Engineering Research Council of Canada&#x2019;s (NSERC) Strategic Network, Canadian Healthy Oceans Network (CHONe) (Grant ID: 468437), and its partners: Fisheries and Oceans Canada and the Northern Institute for Research in Environment and Occupational Health and Safety (INREST), representing the Port de Sept-&#xce;les and Ville de Sept-&#xce;les. This work was also supported by complementary funding provided by Ressources Aquatiques Qu&#xe9;bec (RAQ), a strategic research network funded by the Fonds de recherche du Qu&#xe9;bec &#x2013; Nature et technologies (FRQNT, #2014-RS-171172). </p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Our sincere thanks to Nathalie Gauthier and &#xc9;lodie Bouchard for their help at the Aquaculture Station of UQAR-ISMER. Marine Sciences Institute The study is a contribution to the international laboratory BeBEST.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1111505/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1111505/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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